Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 253 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 23.8 KiB |
| Average record size in memory | 96.5 B |
Variable types
| Numeric | 12 |
|---|
target_home_price is highly correlated with population and 3 other fields | High correlation |
population is highly correlated with target_home_price and 5 other fields | High correlation |
monthly_supply_houses is highly correlated with new_permits_thousands and 2 other fields | High correlation |
new_permits_thousands is highly correlated with monthly_supply_houses and 5 other fields | High correlation |
mortgage_rate is highly correlated with target_home_price and 5 other fields | High correlation |
gdp_monthly is highly correlated with employment_percentage | High correlation |
hcai is highly correlated with population and 5 other fields | High correlation |
employment_percentage is highly correlated with population and 7 other fields | High correlation |
ppi_const_goods is highly correlated with target_home_price and 6 other fields | High correlation |
cci_real_estate is highly correlated with monthly_supply_houses and 3 other fields | High correlation |
deliquency_rate is highly correlated with monthly_supply_houses and 3 other fields | High correlation |
m3_trillion is highly correlated with target_home_price and 4 other fields | High correlation |
target_home_price is highly correlated with population and 4 other fields | High correlation |
population is highly correlated with target_home_price and 5 other fields | High correlation |
monthly_supply_houses is highly correlated with new_permits_thousands | High correlation |
new_permits_thousands is highly correlated with monthly_supply_houses and 4 other fields | High correlation |
mortgage_rate is highly correlated with target_home_price and 5 other fields | High correlation |
hcai is highly correlated with population and 5 other fields | High correlation |
employment_percentage is highly correlated with population and 6 other fields | High correlation |
ppi_const_goods is highly correlated with target_home_price and 5 other fields | High correlation |
cci_real_estate is highly correlated with new_permits_thousands and 2 other fields | High correlation |
deliquency_rate is highly correlated with target_home_price and 2 other fields | High correlation |
m3_trillion is highly correlated with target_home_price and 5 other fields | High correlation |
target_home_price is highly correlated with population and 2 other fields | High correlation |
population is highly correlated with target_home_price and 4 other fields | High correlation |
new_permits_thousands is highly correlated with employment_percentage | High correlation |
mortgage_rate is highly correlated with population and 3 other fields | High correlation |
hcai is highly correlated with population and 3 other fields | High correlation |
employment_percentage is highly correlated with new_permits_thousands | High correlation |
ppi_const_goods is highly correlated with target_home_price and 4 other fields | High correlation |
cci_real_estate is highly correlated with deliquency_rate | High correlation |
deliquency_rate is highly correlated with cci_real_estate | High correlation |
m3_trillion is highly correlated with target_home_price and 4 other fields | High correlation |
new_permits_thousands is highly correlated with hcai and 10 other fields | High correlation |
hcai is highly correlated with new_permits_thousands and 10 other fields | High correlation |
target_home_price is highly correlated with new_permits_thousands and 10 other fields | High correlation |
mortgage_rate is highly correlated with new_permits_thousands and 10 other fields | High correlation |
gdp_monthly is highly correlated with new_permits_thousands and 8 other fields | High correlation |
cci_real_estate is highly correlated with new_permits_thousands and 10 other fields | High correlation |
ppi_const_goods is highly correlated with new_permits_thousands and 10 other fields | High correlation |
monthly_supply_houses is highly correlated with new_permits_thousands and 8 other fields | High correlation |
employment_percentage is highly correlated with new_permits_thousands and 9 other fields | High correlation |
deliquency_rate is highly correlated with new_permits_thousands and 9 other fields | High correlation |
population is highly correlated with new_permits_thousands and 10 other fields | High correlation |
m3_trillion is highly correlated with new_permits_thousands and 10 other fields | High correlation |
target_home_price has unique values | Unique |
population has unique values | Unique |
m3_trillion has unique values | Unique |
Reproduction
| Analysis started | 2021-09-09 12:56:42.219893 |
|---|---|
| Analysis finished | 2021-09-09 12:57:08.556253 |
| Duration | 26.34 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
target_home_price
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 161.9776917 |
| Minimum | 100.552 |
|---|---|
| Maximum | 238.53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 100.552 |
|---|---|
| 5-th percentile | 110.239 |
| Q1 | 140.358 |
| median | 161.991 |
| Q3 | 183.068 |
| 95-th percentile | 213.7768 |
| Maximum | 238.53 |
| Range | 137.978 |
| Interquartile range (IQR) | 42.71 |
Descriptive statistics
| Standard deviation | 30.99211294 |
|---|---|
| Coefficient of variation (CV) | 0.1913356871 |
| Kurtosis | -0.5554807135 |
| Mean | 161.9776917 |
| Median Absolute Deviation (MAD) | 21.21 |
| Skewness | 0.1097233212 |
| Sum | 40980.356 |
| Variance | 960.5110645 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 118.687 | 1 | 0.4% |
| 138.669 | 1 | 0.4% |
| 148.088 | 1 | 0.4% |
| 229.442 | 1 | 0.4% |
| 206.199 | 1 | 0.4% |
| 136.674 | 1 | 0.4% |
| 180.895 | 1 | 0.4% |
| 195.881 | 1 | 0.4% |
| 174.442 | 1 | 0.4% |
| 213.37 | 1 | 0.4% |
| Other values (243) | 243 |
| Value | Count | Frequency (%) |
| 100.552 | 1 | |
| 101.339 | 1 | |
| 102.127 | 1 | |
| 102.922 | 1 | |
| 103.677 | 1 | |
| 104.424 | 1 | |
| 105.054 | 1 | |
| 105.768 | 1 | |
| 106.537 | 1 | |
| 107.381 | 1 |
| Value | Count | Frequency (%) |
| 238.53 | 1 | |
| 235.583 | 1 | |
| 232.656 | 1 | |
| 229.442 | 1 | |
| 225.954 | 1 | |
| 222.735 | 1 | |
| 219.899 | 1 | |
| 218.356 | 1 | |
| 217.81 | 1 | |
| 217.554 | 1 |
population
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 308360.8854 |
| Minimum | 281083 |
|---|---|
| Maximum | 330968 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 281083 |
|---|---|
| 5-th percentile | 284083.6 |
| Q1 | 295359 |
| median | 309847 |
| Q3 | 321641 |
| 95-th percentile | 329357.6 |
| Maximum | 330968 |
| Range | 49885 |
| Interquartile range (IQR) | 26282 |
Descriptive statistics
| Standard deviation | 14854.48623 |
|---|---|
| Coefficient of variation (CV) | 0.04817240752 |
| Kurtosis | -1.217562997 |
| Mean | 308360.8854 |
| Median Absolute Deviation (MAD) | 12990 |
| Skewness | -0.1880530206 |
| Sum | 78015304 |
| Variance | 220655761.3 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 284166 | 1 | 0.4% |
| 314272 | 1 | 0.4% |
| 286533 | 1 | 0.4% |
| 289606 | 1 | 0.4% |
| 327005 | 1 | 0.4% |
| 318284 | 1 | 0.4% |
| 314703 | 1 | 0.4% |
| 324944 | 1 | 0.4% |
| 287571 | 1 | 0.4% |
| 324052 | 1 | 0.4% |
| Other values (243) | 243 |
| Value | Count | Frequency (%) |
| 281083 | 1 | |
| 281299 | 1 | |
| 281531 | 1 | |
| 281763 | 1 | |
| 281996 | 1 | |
| 282247 | 1 | |
| 282504 | 1 | |
| 282769 | 1 | |
| 283033 | 1 | |
| 283285 | 1 |
| Value | Count | Frequency (%) |
| 330968 | 1 | |
| 330924 | 1 | |
| 330829 | 1 | |
| 330692 | 1 | |
| 330535 | 1 | |
| 330368 | 1 | |
| 330199 | 1 | |
| 330038 | 1 | |
| 329894 | 1 | |
| 329760 | 1 |
| Distinct | 63 |
|---|---|
| Distinct (%) | 24.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.759288538 |
| Minimum | 3.5 |
|---|---|
| Maximum | 12.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 3.5 |
|---|---|
| 5-th percentile | 3.8 |
| Q1 | 4.3 |
| median | 5.3 |
| Q3 | 6.6 |
| 95-th percentile | 10.38 |
| Maximum | 12.2 |
| Range | 8.7 |
| Interquartile range (IQR) | 2.3 |
Descriptive statistics
| Standard deviation | 1.917019297 |
|---|---|
| Coefficient of variation (CV) | 0.3328569639 |
| Kurtosis | 1.155662563 |
| Mean | 5.759288538 |
| Median Absolute Deviation (MAD) | 1.1 |
| Skewness | 1.296603831 |
| Sum | 1457.1 |
| Variance | 3.674962984 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 14 | 5.5% |
| 5.3 | 13 | 5.1% |
| 5.5 | 12 | 4.7% |
| 4.1 | 11 | 4.3% |
| 4.3 | 11 | 4.3% |
| 4.2 | 9 | 3.6% |
| 5.2 | 9 | 3.6% |
| 3.8 | 8 | 3.2% |
| 4.5 | 8 | 3.2% |
| 4.9 | 7 | 2.8% |
| Other values (53) | 151 |
| Value | Count | Frequency (%) |
| 3.5 | 5 | 2.0% |
| 3.6 | 5 | 2.0% |
| 3.7 | 2 | 0.8% |
| 3.8 | 8 | |
| 3.9 | 5 | 2.0% |
| 4 | 14 | |
| 4.1 | 11 | |
| 4.2 | 9 | |
| 4.3 | 11 | |
| 4.4 | 7 |
| Value | Count | Frequency (%) |
| 12.2 | 1 | 0.4% |
| 11.6 | 1 | 0.4% |
| 11.4 | 1 | 0.4% |
| 11.3 | 1 | 0.4% |
| 11.2 | 1 | 0.4% |
| 11 | 1 | 0.4% |
| 10.9 | 1 | 0.4% |
| 10.7 | 3 | |
| 10.5 | 3 | |
| 10.3 | 1 | 0.4% |
new_permits_thousands
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 232 |
|---|---|
| Distinct (%) | 91.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1324.134387 |
| Minimum | 513 |
|---|---|
| Maximum | 2263 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 513 |
|---|---|
| 5-th percentile | 579.6 |
| Q1 | 1003 |
| median | 1302 |
| Q3 | 1665 |
| 95-th percentile | 2115.6 |
| Maximum | 2263 |
| Range | 1750 |
| Interquartile range (IQR) | 662 |
Descriptive statistics
| Standard deviation | 470.4093853 |
|---|---|
| Coefficient of variation (CV) | 0.3552580386 |
| Kurtosis | -0.8987729005 |
| Mean | 1324.134387 |
| Median Absolute Deviation (MAD) | 349 |
| Skewness | 0.0551663 |
| Sum | 335006 |
| Variance | 221284.9898 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1094 | 3 | 1.2% |
| 1598 | 2 | 0.8% |
| 1665 | 2 | 0.8% |
| 558 | 2 | 0.8% |
| 1626 | 2 | 0.8% |
| 583 | 2 | 0.8% |
| 1570 | 2 | 0.8% |
| 1803 | 2 | 0.8% |
| 1407 | 2 | 0.8% |
| 1509 | 2 | 0.8% |
| Other values (222) | 232 |
| Value | Count | Frequency (%) |
| 513 | 1 | |
| 521 | 1 | |
| 542 | 1 | |
| 545 | 1 | |
| 554 | 1 | |
| 556 | 1 | |
| 558 | 2 | |
| 560 | 1 | |
| 563 | 1 | |
| 575 | 1 |
| Value | Count | Frequency (%) |
| 2263 | 1 | |
| 2219 | 1 | |
| 2218 | 1 | |
| 2212 | 1 | |
| 2203 | 1 | |
| 2178 | 1 | |
| 2170 | 1 | |
| 2150 | 2 | |
| 2141 | 1 | |
| 2139 | 1 |
| Distinct | 185 |
|---|---|
| Distinct (%) | 73.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.241976285 |
| Minimum | 3.31 |
|---|---|
| Maximum | 8.62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 3.31 |
|---|---|
| 5-th percentile | 3.542 |
| Q1 | 4.1 |
| median | 5.03 |
| Q3 | 6.22 |
| 95-th percentile | 7.336 |
| Maximum | 8.62 |
| Range | 5.31 |
| Interquartile range (IQR) | 2.12 |
Descriptive statistics
| Standard deviation | 1.277572431 |
|---|---|
| Coefficient of variation (CV) | 0.243719613 |
| Kurtosis | -0.7238293722 |
| Mean | 5.241976285 |
| Median Absolute Deviation (MAD) | 1.07 |
| Skewness | 0.4296252935 |
| Sum | 1326.22 |
| Variance | 1.632191317 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.92 | 4 | 1.6% |
| 4.32 | 4 | 1.6% |
| 3.88 | 4 | 1.6% |
| 6.22 | 3 | 1.2% |
| 6.32 | 3 | 1.2% |
| 3.66 | 3 | 1.2% |
| 5.98 | 3 | 1.2% |
| 4.12 | 3 | 1.2% |
| 6.26 | 3 | 1.2% |
| 5.85 | 3 | 1.2% |
| Other values (175) | 220 |
| Value | Count | Frequency (%) |
| 3.31 | 1 | 0.4% |
| 3.37 | 1 | 0.4% |
| 3.38 | 1 | 0.4% |
| 3.4 | 1 | 0.4% |
| 3.41 | 1 | 0.4% |
| 3.42 | 1 | 0.4% |
| 3.43 | 2 | |
| 3.48 | 3 | |
| 3.52 | 1 | 0.4% |
| 3.53 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 8.62 | 1 | |
| 8.27 | 1 | |
| 8.25 | 1 | |
| 8.23 | 1 | |
| 8.21 | 1 | |
| 8.15 | 1 | |
| 8.14 | 1 | |
| 8.13 | 1 | |
| 7.96 | 1 | |
| 7.88 | 1 |
| Distinct | 243 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.84720949 |
| Minimum | 90.834 |
|---|---|
| Maximum | 101.814 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 90.834 |
|---|---|
| 5-th percentile | 97.8752 |
| Q1 | 99.614 |
| median | 100.012 |
| Q3 | 100.535 |
| 95-th percentile | 101.6372 |
| Maximum | 101.814 |
| Range | 10.98 |
| Interquartile range (IQR) | 0.921 |
Descriptive statistics
| Standard deviation | 1.437940124 |
|---|---|
| Coefficient of variation (CV) | 0.01440140522 |
| Kurtosis | 11.83887897 |
| Mean | 99.84720949 |
| Median Absolute Deviation (MAD) | 0.449 |
| Skewness | -2.706682987 |
| Sum | 25261.344 |
| Variance | 2.067671801 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 99.995 | 3 | 1.2% |
| 100.015 | 2 | 0.8% |
| 99.651 | 2 | 0.8% |
| 99.927 | 2 | 0.8% |
| 99.955 | 2 | 0.8% |
| 99.957 | 2 | 0.8% |
| 99.959 | 2 | 0.8% |
| 99.62 | 2 | 0.8% |
| 100.049 | 2 | 0.8% |
| 101.558 | 1 | 0.4% |
| Other values (233) | 233 |
| Value | Count | Frequency (%) |
| 90.834 | 1 | |
| 92.381 | 1 | |
| 92.504 | 1 | |
| 94.165 | 1 | |
| 95.322 | 1 | |
| 95.811 | 1 | |
| 95.949 | 1 | |
| 96.081 | 1 | |
| 96.21 | 1 | |
| 96.451 | 1 |
| Value | Count | Frequency (%) |
| 101.814 | 1 | |
| 101.803 | 1 | |
| 101.797 | 1 | |
| 101.765 | 1 | |
| 101.764 | 1 | |
| 101.732 | 1 | |
| 101.731 | 1 | |
| 101.723 | 1 | |
| 101.704 | 1 | |
| 101.7 | 1 |
| Distinct | 85 |
|---|---|
| Distinct (%) | 33.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.829371542 |
| Minimum | 2.293 |
|---|---|
| Maximum | 21.774 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 2.293 |
|---|---|
| 5-th percentile | 2.342 |
| Q1 | 2.614 |
| median | 5.199 |
| Q3 | 16.048 |
| 95-th percentile | 21.088 |
| Maximum | 21.774 |
| Range | 19.481 |
| Interquartile range (IQR) | 13.434 |
Descriptive statistics
| Standard deviation | 7.06195348 |
|---|---|
| Coefficient of variation (CV) | 0.799825157 |
| Kurtosis | -1.354237668 |
| Mean | 8.829371542 |
| Median Absolute Deviation (MAD) | 2.767 |
| Skewness | 0.5977622705 |
| Sum | 2233.831 |
| Variance | 49.87118695 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.314 | 3 | 1.2% |
| 3.613 | 3 | 1.2% |
| 4.65 | 3 | 1.2% |
| 2.791 | 3 | 1.2% |
| 15.739 | 3 | 1.2% |
| 18.715 | 3 | 1.2% |
| 3.208 | 3 | 1.2% |
| 21.774 | 3 | 1.2% |
| 19.95 | 3 | 1.2% |
| 2.342 | 3 | 1.2% |
| Other values (75) | 223 |
| Value | Count | Frequency (%) |
| 2.293 | 3 | |
| 2.314 | 3 | |
| 2.328 | 3 | |
| 2.335 | 3 | |
| 2.342 | 3 | |
| 2.357 | 3 | |
| 2.375 | 3 | |
| 2.409 | 3 | |
| 2.422 | 3 | |
| 2.432 | 3 |
| Value | Count | Frequency (%) |
| 21.774 | 3 | |
| 21.437 | 3 | |
| 21.362 | 3 | |
| 21.321 | 3 | |
| 21.088 | 3 | |
| 20.327 | 3 | |
| 20.181 | 3 | |
| 20.09 | 3 | |
| 19.95 | 3 | |
| 19.687 | 3 |
employment_percentage
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 251 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.9176166 |
| Minimum | 60.29 |
|---|---|
| Maximum | 74.505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 60.29 |
|---|---|
| 5-th percentile | 66.6098 |
| Q1 | 67.812 |
| median | 70.581 |
| Q3 | 71.67 |
| 95-th percentile | 73.869 |
| Maximum | 74.505 |
| Range | 14.215 |
| Interquartile range (IQR) | 3.858 |
Descriptive statistics
| Standard deviation | 2.358978719 |
|---|---|
| Coefficient of variation (CV) | 0.03373940408 |
| Kurtosis | 0.1588556446 |
| Mean | 69.9176166 |
| Median Absolute Deviation (MAD) | 1.469 |
| Skewness | -0.4553236566 |
| Sum | 17689.157 |
| Variance | 5.564780594 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 71.684 | 2 | 0.8% |
| 71.419 | 2 | 0.8% |
| 66.596 | 1 | 0.4% |
| 69.92 | 1 | 0.4% |
| 71.884 | 1 | 0.4% |
| 71.198 | 1 | 0.4% |
| 67.429 | 1 | 0.4% |
| 72.173 | 1 | 0.4% |
| 66.959 | 1 | 0.4% |
| 71.258 | 1 | 0.4% |
| Other values (241) | 241 |
| Value | Count | Frequency (%) |
| 60.29 | 1 | |
| 62.215 | 1 | |
| 64.753 | 1 | |
| 65.377 | 1 | |
| 66.385 | 1 | |
| 66.416 | 1 | |
| 66.426 | 1 | |
| 66.449 | 1 | |
| 66.459 | 1 | |
| 66.51 | 1 |
| Value | Count | Frequency (%) |
| 74.505 | 1 | |
| 74.27 | 1 | |
| 74.248 | 1 | |
| 74.227 | 1 | |
| 74.212 | 1 | |
| 74.103 | 1 | |
| 74.089 | 1 | |
| 73.961 | 1 | |
| 73.926 | 1 | |
| 73.901 | 1 |
ppi_const_goods
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 201 |
|---|---|
| Distinct (%) | 79.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 188.0814229 |
| Minimum | 140.1 |
|---|---|
| Maximum | 240.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 140.1 |
|---|---|
| 5-th percentile | 141.1 |
| Q1 | 160.7 |
| median | 192.2 |
| Q3 | 211.6 |
| 95-th percentile | 230.12 |
| Maximum | 240.6 |
| Range | 100.5 |
| Interquartile range (IQR) | 50.9 |
Descriptive statistics
| Standard deviation | 30.0545247 |
|---|---|
| Coefficient of variation (CV) | 0.1597952857 |
| Kurtosis | -1.233395819 |
| Mean | 188.0814229 |
| Median Absolute Deviation (MAD) | 21.2 |
| Skewness | -0.3128385544 |
| Sum | 47584.6 |
| Variance | 903.2744551 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 142.4 | 7 | 2.8% |
| 141.3 | 4 | 1.6% |
| 211 | 3 | 1.2% |
| 141 | 3 | 1.2% |
| 140.3 | 3 | 1.2% |
| 141.1 | 3 | 1.2% |
| 184.4 | 3 | 1.2% |
| 211.7 | 3 | 1.2% |
| 177.5 | 2 | 0.8% |
| 211.4 | 2 | 0.8% |
| Other values (191) | 220 |
| Value | Count | Frequency (%) |
| 140.1 | 1 | 0.4% |
| 140.3 | 3 | |
| 140.6 | 1 | 0.4% |
| 140.8 | 2 | |
| 140.9 | 2 | |
| 141 | 3 | |
| 141.1 | 3 | |
| 141.2 | 2 | |
| 141.3 | 4 | |
| 141.4 | 2 |
| Value | Count | Frequency (%) |
| 240.6 | 1 | |
| 234.3 | 1 | |
| 232.5 | 1 | |
| 232.1 | 2 | |
| 231.9 | 1 | |
| 231.8 | 1 | |
| 231.7 | 1 | |
| 231.3 | 1 | |
| 231.2 | 1 | |
| 230.9 | 1 |
cci_real_estate
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 246 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.83890119 |
| Minimum | 96.16 |
|---|---|
| Maximum | 103.151 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 96.16 |
|---|---|
| 5-th percentile | 96.8284 |
| Q1 | 98.627 |
| median | 100.176 |
| Q3 | 101.039 |
| 95-th percentile | 101.724 |
| Maximum | 103.151 |
| Range | 6.991 |
| Interquartile range (IQR) | 2.412 |
Descriptive statistics
| Standard deviation | 1.596925586 |
|---|---|
| Coefficient of variation (CV) | 0.01599502365 |
| Kurtosis | -0.4077544397 |
| Mean | 99.83890119 |
| Median Absolute Deviation (MAD) | 1.051 |
| Skewness | -0.4169900836 |
| Sum | 25259.242 |
| Variance | 2.550171327 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 98.621 | 2 | 0.8% |
| 101.227 | 2 | 0.8% |
| 101.454 | 2 | 0.8% |
| 100.942 | 2 | 0.8% |
| 101.175 | 2 | 0.8% |
| 100.924 | 2 | 0.8% |
| 100.435 | 2 | 0.8% |
| 98.473 | 1 | 0.4% |
| 100.171 | 1 | 0.4% |
| 97.512 | 1 | 0.4% |
| Other values (236) | 236 |
| Value | Count | Frequency (%) |
| 96.16 | 1 | |
| 96.182 | 1 | |
| 96.19 | 1 | |
| 96.191 | 1 | |
| 96.258 | 1 | |
| 96.274 | 1 | |
| 96.335 | 1 | |
| 96.392 | 1 | |
| 96.411 | 1 | |
| 96.485 | 1 |
| Value | Count | Frequency (%) |
| 103.151 | 1 | |
| 103.091 | 1 | |
| 103.059 | 1 | |
| 103.038 | 1 | |
| 103.009 | 1 | |
| 102.896 | 1 | |
| 102.858 | 1 | |
| 102.818 | 1 | |
| 102.761 | 1 | |
| 102.637 | 1 |
deliquency_rate
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 77 |
|---|---|
| Distinct (%) | 30.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.59229249 |
| Minimum | 0.68 |
|---|---|
| Maximum | 8.92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.68 |
|---|---|
| 5-th percentile | 0.7 |
| Q1 | 1.02 |
| median | 1.51 |
| Q3 | 3.28 |
| 95-th percentile | 8.44 |
| Maximum | 8.92 |
| Range | 8.24 |
| Interquartile range (IQR) | 2.26 |
Descriptive statistics
| Standard deviation | 2.406875791 |
|---|---|
| Coefficient of variation (CV) | 0.9284738509 |
| Kurtosis | 0.8090266698 |
| Mean | 2.59229249 |
| Median Absolute Deviation (MAD) | 0.58 |
| Skewness | 1.469235907 |
| Sum | 655.85 |
| Variance | 5.793051073 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.68 | 9 | 3.6% |
| 0.7 | 9 | 3.6% |
| 1.11 | 6 | 2.4% |
| 0.77 | 6 | 2.4% |
| 1.02 | 6 | 2.4% |
| 1.63 | 6 | 2.4% |
| 8.92 | 3 | 1.2% |
| 8.51 | 3 | 1.2% |
| 1.05 | 3 | 1.2% |
| 1.15 | 3 | 1.2% |
| Other values (67) | 199 |
| Value | Count | Frequency (%) |
| 0.68 | 9 | |
| 0.7 | 9 | |
| 0.72 | 3 | 1.2% |
| 0.74 | 3 | 1.2% |
| 0.75 | 3 | 1.2% |
| 0.77 | 6 | |
| 0.78 | 3 | 1.2% |
| 0.82 | 3 | 1.2% |
| 0.86 | 3 | 1.2% |
| 0.87 | 3 | 1.2% |
| Value | Count | Frequency (%) |
| 8.92 | 3 | |
| 8.76 | 3 | |
| 8.58 | 3 | |
| 8.51 | 3 | |
| 8.44 | 3 | |
| 8.03 | 3 | |
| 7.85 | 3 | |
| 7.51 | 3 | |
| 7.09 | 3 | |
| 6.7 | 3 |
m3_trillion
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.56049249 |
| Minimum | 4.6669 |
|---|---|
| Maximum | 19.3965 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 4.6669 |
|---|---|
| 5-th percentile | 4.99878 |
| Q1 | 6.4557 |
| median | 8.6194 |
| Q3 | 12.1965 |
| 95-th percentile | 15.36146 |
| Maximum | 19.3965 |
| Range | 14.7296 |
| Interquartile range (IQR) | 5.7408 |
Descriptive statistics
| Standard deviation | 3.594104146 |
|---|---|
| Coefficient of variation (CV) | 0.37593295 |
| Kurtosis | -0.4043390599 |
| Mean | 9.56049249 |
| Median Absolute Deviation (MAD) | 2.5558 |
| Skewness | 0.6419186861 |
| Sum | 2418.8046 |
| Variance | 12.91758461 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.5048 | 1 | 0.4% |
| 13.9751 | 1 | 0.4% |
| 13.2953 | 1 | 0.4% |
| 5.3482 | 1 | 0.4% |
| 7.2775 | 1 | 0.4% |
| 8.4715 | 1 | 0.4% |
| 5.3368 | 1 | 0.4% |
| 9.7935 | 1 | 0.4% |
| 9.9387 | 1 | 0.4% |
| 19.3965 | 1 | 0.4% |
| Other values (243) | 243 |
| Value | Count | Frequency (%) |
| 4.6669 | 1 | |
| 4.6801 | 1 | |
| 4.7108 | 1 | |
| 4.7546 | 1 | |
| 4.7668 | 1 | |
| 4.7724 | 1 | |
| 4.79 | 1 | |
| 4.8181 | 1 | |
| 4.8538 | 1 | |
| 4.8697 | 1 |
| Value | Count | Frequency (%) |
| 19.3965 | 1 | |
| 19.1314 | 1 | |
| 18.9602 | 1 | |
| 18.7511 | 1 | |
| 18.605 | 1 | |
| 18.3818 | 1 | |
| 18.32 | 1 | |
| 18.1796 | 1 | |
| 17.893 | 1 | |
| 17.0429 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| target_home_price | population | monthly_supply_houses | new_permits_thousands | mortgage_rate | gdp_monthly | hcai | employment_percentage | ppi_const_goods | cci_real_estate | deliquency_rate | m3_trillion | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 100.552 | 281083 | 4.3 | 1727 | 8.15 | 101.488 | 17.087 | 74.248 | 142.4 | 103.091 | 1.48 | 4.6669 |
| 1 | 101.339 | 281299 | 4.3 | 1692 | 8.25 | 101.547 | 17.087 | 74.270 | 142.7 | 103.151 | 1.48 | 4.6801 |
| 2 | 102.127 | 281531 | 4.3 | 1651 | 8.27 | 101.620 | 17.087 | 74.227 | 143.2 | 103.059 | 1.48 | 4.7108 |
| 3 | 102.922 | 281763 | 4.4 | 1597 | 8.23 | 101.690 | 16.594 | 74.505 | 143.2 | 103.038 | 1.44 | 4.7668 |
| 4 | 103.677 | 281996 | 4.4 | 1543 | 8.13 | 101.731 | 16.594 | 74.089 | 142.2 | 103.009 | 1.44 | 4.7546 |
| 5 | 104.424 | 282247 | 4.8 | 1572 | 8.62 | 101.723 | 16.594 | 74.212 | 142.4 | 102.896 | 1.44 | 4.7724 |
| 6 | 105.054 | 282504 | 4.1 | 1542 | 8.14 | 101.670 | 15.357 | 73.837 | 141.9 | 102.858 | 1.47 | 4.7900 |
| 7 | 105.768 | 282769 | 4.4 | 1552 | 8.21 | 101.583 | 15.357 | 73.885 | 141.2 | 102.818 | 1.47 | 4.8181 |
| 8 | 106.537 | 283033 | 4.0 | 1570 | 7.96 | 101.472 | 15.357 | 73.872 | 141.3 | 102.761 | 1.47 | 4.8538 |
| 9 | 107.381 | 283285 | 4.0 | 1577 | 7.88 | 101.340 | 15.779 | 73.891 | 141.1 | 102.637 | 1.52 | 4.8697 |
Last rows
| target_home_price | population | monthly_supply_houses | new_permits_thousands | mortgage_rate | gdp_monthly | hcai | employment_percentage | ppi_const_goods | cci_real_estate | deliquency_rate | m3_trillion | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 243 | 217.554 | 329760 | 6.6 | 1094 | 4.51 | 92.381 | 2.851 | 60.290 | 215.2 | 98.887 | 0.93 | 17.0429 |
| 244 | 217.810 | 329894 | 5.3 | 1246 | 4.65 | 90.834 | 2.851 | 62.215 | 216.5 | 98.325 | 0.93 | 17.8930 |
| 245 | 218.356 | 330038 | 4.3 | 1296 | 4.85 | 92.504 | 2.851 | 64.753 | 221.2 | 98.269 | 0.93 | 18.1796 |
| 246 | 219.899 | 330199 | 3.6 | 1542 | 4.94 | 94.165 | 2.688 | 65.377 | 225.3 | 98.289 | 1.00 | 18.3200 |
| 247 | 222.735 | 330368 | 3.5 | 1522 | 4.63 | 95.811 | 2.688 | 66.831 | 228.9 | 98.516 | 1.00 | 18.3818 |
| 248 | 225.954 | 330535 | 3.5 | 1589 | 4.45 | 95.949 | 2.688 | 66.959 | 231.9 | 98.867 | 1.00 | 18.6050 |
| 249 | 229.442 | 330692 | 3.5 | 1595 | 4.41 | 96.081 | 2.744 | 67.837 | 231.8 | 99.034 | 1.13 | 18.7511 |
| 250 | 232.656 | 330829 | 4.0 | 1696 | 4.41 | 96.210 | 2.744 | 67.879 | 230.7 | 98.986 | 1.13 | 18.9602 |
| 251 | 235.583 | 330924 | 3.8 | 1758 | 4.08 | 96.451 | 2.744 | 68.025 | 234.3 | 98.989 | 1.13 | 19.1314 |
| 252 | 238.530 | 330968 | 3.6 | 1883 | 4.14 | 96.692 | 2.800 | 68.202 | 240.6 | 98.994 | 1.01 | 19.3965 |